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The clip opens with a man holding a cutout of McConnell’s face in front of his own doing the Harlem Shake outside of Churchill Downs, the site of the Kentucky Derby. The man is soon joined by people dressed as an elephant, Captain America, Uncle Sam, a construction worker and Rosie the Riveter, among others.

The McConnell campaign told CNN the dancers are volunteers from local colleges.